Wednesday, 8 July 2026

Saving Doctor Who: Tone, Morality and Politics

Science fiction has always been a genre that engages with moral and political issues. It uses aliens and other worlds to show us our problems through different eyes. Doctor Who was inspired by the foundational works of HG Wells, whose The War of the Worlds is one of the classics of anti-colonial literature. The Doctor is generally protrayed as an anti-authoritarian figure, and his greatest enemies, the Daleks, are Nazis. The best stories of the 21st Century are typically the ones with the strongest moral themes, such as Oxygen, in which the villain is a corporation that puts profit above human life. The BBC's mission is to Inform, Educate and Entertain, and there's no good reason why Doctor Who shouldn't do all three.

However, to do so successfully, the show needs a consistent moral framework. During Steven Moffat's time as showrunner, the Doctor would often say that he was "Never cruel and never cowardly". However, The Interstellar Song Context, which trys to cover the same themes as Oxygen undermines its message with a scene in which the Doctor tortures a character in cold blood. In fact, RTD's writing in his last season seems to have developed a nasty streak of cruelty. We had a scene in which the Doctor cuts off the power to a hospital, one in which robots vapourise a cat, and one in which the villain is reduced to an egg and a sperm and then hoovered up by a floor-cleaning robot, all played for laughs, in the space of a single episode.

Part of the problem is that RTD's moral thinking has become shallow and simplistic. The frantic pace of his episodes rarely allows for any message deeper than "This stuff's bad, OK?" which comes off as patronising at best. Also, he seems to think that morality consists entirely of cheering for the right people. One problem with that is that you're deciding who's good and who's bad based on who they are, not what they do. Another is that people who don't count as the right people end up being villfied. Any what do people do when the feel villfied? They push back. If you portray all straight white men as evil losers, as RTD did in his last season, a certain proportion of them will think, "Stuff you, I'm voting for the Daleks!"

Moral messages should be offered to the audience to be taken freely, not forced upon them. Showrunners doing deliberately contentious things and saying, "If you disagree with me, you're a bad person!" achieves nothing but raising hackles and dividing the crowd.

Moral messages also need to form a natural part of the story. If you have to finish with the Doctor preaching a trite little sermon, as many 13th Doctor stories did, you've failed. In Genesis of the Daleks, the Doctor's dilemma about how far he can go to thwart the rise of the greatest evil power in the Universe without becoming like them himself is the very heart of the story. One of the key themes of the Third Doctor's era is the conflict between the Doctor's anti-authoritarian values and the Brigadier's military mindset, and how they manage to work together for a common purpose and even be good friends despite this. Inform, educate and entertain, but remember that in Doctor Who, you have to entertain first, and let informing and educating come along for the ride.

The last two showrunners have both attempted to make points with the identity of the Doctor. This doesn't really work. We have a lot of baggage about certain things because of our history, but the Doctor is an alien and shouldn't have those issues to start with. In Star Trek, which was first broadcast while the Civil Rights Movement was ongoing, it was important to show a black woman Lt. Uhura, as a senior officer on a star ship. However, the Doctor doesn't belong to that type of command structure, and he comes from a planet where the Atlantic slave trade and segregation never happened. He should be able to treat our baggage about skin colour as a load of pathetic nonsense. In The Story and The Engine, the Doctor goes to Nigeria because he says he feels at home there as a black man. But Ncuti Gatwa had always played his version of the Doctor as queer, and Nigeria is a shockingly homophobic country. I felt that the episode should have been called The Elephant in the Room.

Injustice always has a historical context. I found it depressing that the villain in Rosa, who was trying to thwart the Civil Rights Movement, came from 50000 years in the future. Go that far in the other direction and living in caves was an exciting new innovation. Why would the lies that slave traders told to excuse their crimes still be believed that far in the future? The unintended message seems to be that people never improve. There's not much point trying to tell people to be better if you're going to imply that they can't.

A show with time travel could use that to explore the historic roots of injustice. Suppose we have a story where one guest character seems suspicious of another for no apparent reason. A companion asks why, and he replies, "You can't trust people from Kalthur, everyone knows that." Later, the character from Kalthur does something heroic, and we see that the other's prejuduce against him was unjustified.

In a later story, we visit Kalthur in the distant past, and witness the terrible events that led to the city getting its evil reputation - long forgotten by the time of the original story.

If I have one piece of advice for the writers of future Doctor Who stories on how to handle moral issues, it's don't tell people what to think, just make them think.

Tuesday, 7 July 2026

Saving Doctor Who: Pace and Structure

Doctor Who was better in the 20th Century.

To see why, let's look at Rogue, one of the weaker episodes Ncuti Gatwa's first season. There were two strands to the plot - in one, the Chuldur, a family of shape-shifting alien Bridgerton fans come to Regency England and infiltrate a society ball, intending to Cosplay the planet to death for no particular reason. In the other, the Doctor has a brief, doomed romance with Rogue, a Captain Jack style bounty hunter who is trying to catch them.

Unfortunately, neither of these strands had enough development. The Chuldur and their plot were slight and insubstantial. We never got to know any of their victims, so none of them seemed to matter, except for the bait-and-switch with Ruby (who was obviously going to survive the episode). Meanwhile, Rogue didn't get enough character development to explain why the Doctor would fall for him so suddenly, or why we should care about him - especially as he obviously wasn't going to survive the episode. There simply wasn't enough time to make any of the story's elements work.

The problem lies with the first and biggest mistake that RTD made when he revived the series - one he made before writing a single line. This is the single episode format that has dominated Doctor Who since 2005. Many episodes seem rushed. Either the plot and characters are underdeveloped, or the pace is breathless, or the writer tries to cram so much stuff into 45 minutes that it becomes hard to follow, or there isn't time to set up a satisfactory conclusion, so we end up with deus ex machina. It seems that Russel T Davis was subconsciously aware of these structural problems as early as The Parting of the Ways, in which Doctor doesn't have time to finish his anti-Dalek weapon, and only the literal deus ex machina of Rose looking into the heart of the Tardis and making a wish saves the day.

So why did RTD chose this format? A clue can be found in the following line from Rose.

I got the Bronze.

Russel followed the format of Buffy the Vampire Slayer, which had been popular in the years preceding the revival. A season would consist mainly of self-contained episodes, but build towards a final confrontation with a boss villain at the end of the season. This is the format that Doctor Who has followed (with a few variations) since.

As well as rushed storytelling, another consequence of this is that the leads have to be on screen almost all the time. This gives them a gruelling shooting schedule, and, to provide them with breaks, it's necessary to have a "Doctor-Lite" episodes - not so much Doctor Who as Doctor? Where?

Over the course of 21st Century Doctor Who's run, seasons have become shorter and shorter, from 13 episodes in 2005 to a mere 8 in 2024. This leaves fans feeling short-changed, especially when both 73 Yards and Dot and Bubble were Doctor-Lite episodes. Furthermore, because of the need for the season finale to be an event, each season finale has tried to outdo the last, leading to stories where spectacle overwhelms logic.

How did 20th Century Doctor Who do things better? Back then, stories were typically four episodes long, sometimes 6. This allowed them time to breathe. Settings could be explored, characters developed, villains given motivations, ideas fleshed out. At its best, this led to classics like Genesis of the Daleks, which had a depth of storytelling that no 21st Century story has ever approached.

When Doctor Who returns, the new production team should revive the original format. The BBC and its partners should commit to making 4 four-part stories per year. The greater depth and scope of these stories would allow us to feel that we were exploring the Universe with the Doctor, and remove the need for any one story to serve as a season finale. The pace of the action could vary from episode to episode within a story, and from scene to scene within an episode. As more time could be spent developing secondary characters, the scenes focussing on them could be sheduled together, so as to give the leads regular breaks from filming without having to take them out of a whole episode.

Doctor Who is the show that can go anywhere and do anything, but to truly reach its creative potential, it needs more than 8 single-episode stories a year. And for those of us who watched Doctor Who as children in the 20th Century, what was it we talked about in the school playground on Monday morning? The cliffhangers...

Monday, 6 July 2026

Saving Doctor Who: Introduction

Doctor Who seems to have dematerialised for the forseeable future. The Disney deal fell through, Russel T Davies is no longer involved, and the next Christmas Special has been cancelled - or rather, once the news of RTD's departure came out, he was forced to admit it had never been commissioned in the first place. Worse still, the last few seasons hadn't made the slightest bit of sense, and the last episode wrote the story into a corner that RTD's successor will have great difficulty writing their way out of. (Presumably RTD was not expecting the Disney deal to fail or the BBC to lose patience with him when he wrote that). It looks like the show will be off air for some considerable time - RTD hinted as much in an interview with Newsround after the Disney deal fell through, in which he said
The viewers of Newsround will grow up.
It's likely that he already knew he was going at that point (a drama he'd written for Channel 4 came out just before it was announced that he was leaving Doctor Who, that didn't happen overnight, and he wouldn't have done it if he had other commitments) , and he seems to have been envisioning a gap of at least 5 years before the BBC tried to revive the show again. But what should Doctor Who be like when it does return? The last few seasons have been as divisive as they have been incoherent. How can it become a show that matters again? Can it regenerate into a show that people love? What do we want from Doctor Who? I've got my own ideas, and over the next week or so I'll be putting them forward in a series of articles. Each will address a different aspect of the making of Doctor Who, and I'll try to analyse what went wrong with it, how it has been done right in the past, and what I think should happen going forward. I'll be referring a lot to 20th Century Doctor Who, which I think generally had better stories. The esssays I'm planning are:
  1. Pace and Structure
  2. Tone, Morality and Politics
  3. Worldbuilding
  4. Visual Effects
  5. Behind the Scenes
  6. Conclusions
Together, they will comprise my manifesto for how to recreate Doctor Who better than ever. I welcome feedback, as long as it aims to improve my ideas, not shoot them down. As the fan community is so divided at the moment, I can't expect everyone to agree with me, and some of the things I think were mistakes are likely to have vociferous defenders. I'm also aware that the more divisive storylines of recent years have attracted knee-jerk reactions from the more obnoxious elements of the fanbase. However, just because there are people who object to something for stupid reasons, it doesn't mean there are not intelligent reasons for criticising it. If I get sufficient constructive feedback, I'll add a postscript discussing the points raised, but I won't engage with people who accuse me of prejudice, or claim to agree with me for prejudiced reasons.

Friday, 18 July 2025

My Portfolio: Curriculum Vitae

The first stop on our tour of my portfolio website is my Curriculum vitae. It gives a summary of my long and varied career in data science and R&D. There are also links to case studies for some of the projects I'm particulary proud of, as well as external links to my PhD thesis and projects I've contributed to (either professionally or as open source contributions). You should learn something new on every project, and this might give some idea about just how much I've learnt during my career.

Thursday, 17 July 2025

My Portfolio

Until last year, I was self-employed, and had a website for my business. When I made the reluctant decision to close down Playful Technology Limited, I wanted to keep a lot of the material I wrote for it, so I set up Dr Peter Bleackley's Portfolio on Github Pages. So what's there?
My Curriculum Vitae
A summary of my career so far
Key Algorithms
A series of articles I wrote between November 2023 and July 2024, about the algorithms I believe every data scientist should know
Case Studies
A selection of projects I worked on during my contracting career
Data Science Notebooks
Some personal data science projects, mostly on Kaggle
QARAC
An open source project to train NLP models with a concept of logical consistency
How Many Components
describes a simple heuristic for chosing the number of components to use in principal component analysis
Code Reviewing ChatGPT
An experiment to find the limits of genenerative models for code generation
Over the next few weeks I'll be going over these in more detail.

Friday, 6 January 2023

Peter Gabriel: Panopticom

Peter Gabriel has just released the first single from his long-awaited new album, I/O.

Let's just reflect on the significance of that. When I say "long-awaited" about a Peter Gabriel album, I really mean it. This album has been 20 years in the making. Peter Gabriel is the Leonardo da Vinci of rock - an absolute genius, but he takes forever to get anything done.

Anyway, here's the song. It's called Panopticom .

Lyrically, it's about how information is more available than ever before. Peter recognises the sinister side to this - the title refers to Jeremy Bentham's idea of the panopticon, the perfect prison where all prisoners are under constant surveillance (so presumably have to change their ways because they can't get away with anything) and there's a reference to the Stasi in the second verse. But Peter Gabriel is an optimist, and the song is mainly about the potential of citizen journalism to make us all better informed and hold those in power to account (as his charity Witness seeks to do). The key line of the chorus is Let's find out what's going on. Having worked in two media organisations and done independent research on Fake News Detection, I find this resonates with me, and it's good that the optimism of the early Internet is still alive.

Musically, Peter's in fine voice, there's some nice guitar work from David Rhodes, and Brian Eno adds some atmospheric synths.

I'd say it's worth keeping an eye on Peter Gabriel.

Thursday, 22 December 2022

Social Media with Fewer Narcissists

If you encountered this post via a social network that was recently acquired by a narcissist, you may be interested to know that I have a presence on Mastodon . I'm putting the link to it here because, while Noel Skum has been forced to backpedal on banning links to other social networks (which would have made him editorially liable for everything on the platform), I'm not daft enough to trust him, and besides, I don't expect that platform to survive more than a year (yes, I know he's stepping down as CEO, but he'll still own it, and he's not likely to appoint anyone other than a yes-man to run it as his proxy). Decentralised, non-commercial systems look to be the way forward for social media.